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2020-02-04 22:46:02 Iteration 3100 Training Loss: 1.027e-01 Loss in Target Net: 2.862e-02 |
2020-02-04 22:47:22 Iteration 3150 Training Loss: 8.766e-02 Loss in Target Net: 2.501e-02 |
2020-02-04 22:48:45 Iteration 3200 Training Loss: 8.786e-02 Loss in Target Net: 2.578e-02 |
2020-02-04 22:50:10 Iteration 3250 Training Loss: 9.336e-02 Loss in Target Net: 3.644e-02 |
2020-02-04 22:51:35 Iteration 3300 Training Loss: 9.110e-02 Loss in Target Net: 2.419e-02 |
2020-02-04 22:52:59 Iteration 3350 Training Loss: 8.438e-02 Loss in Target Net: 3.031e-02 |
2020-02-04 22:54:25 Iteration 3400 Training Loss: 8.699e-02 Loss in Target Net: 1.095e-02 |
2020-02-04 22:55:53 Iteration 3450 Training Loss: 9.672e-02 Loss in Target Net: 2.213e-02 |
2020-02-04 22:57:20 Iteration 3500 Training Loss: 9.245e-02 Loss in Target Net: 1.622e-02 |
2020-02-04 22:58:47 Iteration 3550 Training Loss: 9.539e-02 Loss in Target Net: 3.230e-02 |
2020-02-04 23:00:13 Iteration 3600 Training Loss: 8.402e-02 Loss in Target Net: 6.113e-02 |
2020-02-04 23:01:38 Iteration 3650 Training Loss: 1.004e-01 Loss in Target Net: 3.214e-02 |
2020-02-04 23:03:04 Iteration 3700 Training Loss: 9.471e-02 Loss in Target Net: 2.816e-02 |
2020-02-04 23:04:29 Iteration 3750 Training Loss: 8.806e-02 Loss in Target Net: 3.151e-02 |
2020-02-04 23:05:53 Iteration 3800 Training Loss: 9.355e-02 Loss in Target Net: 3.546e-02 |
2020-02-04 23:07:16 Iteration 3850 Training Loss: 9.107e-02 Loss in Target Net: 2.176e-02 |
2020-02-04 23:08:39 Iteration 3900 Training Loss: 9.391e-02 Loss in Target Net: 3.078e-02 |
2020-02-04 23:10:02 Iteration 3950 Training Loss: 9.739e-02 Loss in Target Net: 4.127e-02 |
2020-02-04 23:11:24 Iteration 3999 Training Loss: 9.653e-02 Loss in Target Net: 2.913e-02 |
Evaluating against victims networks |
DPN92 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:11:43, Epoch 0, Iteration 7, loss 1.201 (3.633), acc 90.385 (68.600) |
2020-02-04 23:11:44, Epoch 30, Iteration 7, loss 0.305 (0.243), acc 98.077 (96.000) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[5.377206, -19.878046, -25.993141, 10.186239, -13.705126, 10.33061, 43.081913, -55.976177, 28.155773, -84.18997], Poisons' Predictions:[8, 8, 8, 8, 6] |
2020-02-04 23:12:15 Epoch 59, Val iteration 0, acc 91.200 (91.200) |
2020-02-04 23:13:04 Epoch 59, Val iteration 19, acc 92.800 (92.560) |
* Prec: 92.56000137329102 |
-------- |
SENet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:13:08, Epoch 0, Iteration 7, loss 0.545 (0.660), acc 90.385 (89.000) |
2020-02-04 23:13:09, Epoch 30, Iteration 7, loss 0.078 (0.203), acc 98.077 (96.600) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-5.500061, -45.87526, -8.705808, -2.7800257, 4.588356, -10.103723, 14.131135, -30.832617, 12.24996, -17.673954], Poisons' Predictions:[8, 6, 8, 6, 6] |
2020-02-04 23:13:13 Epoch 59, Val iteration 0, acc 91.800 (91.800) |
2020-02-04 23:13:22 Epoch 59, Val iteration 19, acc 92.400 (91.430) |
* Prec: 91.43000106811523 |
-------- |
ResNet50 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:13:29, Epoch 0, Iteration 7, loss 0.478 (0.428), acc 96.154 (92.600) |
2020-02-04 23:13:29, Epoch 30, Iteration 7, loss 0.199 (0.048), acc 96.154 (99.000) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-25.116423, -58.430634, -85.00059, -26.097248, -29.733149, -60.70074, 19.901855, -45.138092, 35.977325, -38.7105], Poisons' Predictions:[8, 8, 8, 8, 6] |
2020-02-04 23:13:37 Epoch 59, Val iteration 0, acc 92.800 (92.800) |
2020-02-04 23:13:58 Epoch 59, Val iteration 19, acc 93.000 (93.110) |
* Prec: 93.11000175476075 |
-------- |
ResNeXt29_2x64d |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:14:04, Epoch 0, Iteration 7, loss 1.198 (2.383), acc 86.538 (67.400) |
2020-02-04 23:14:04, Epoch 30, Iteration 7, loss 0.056 (0.030), acc 98.077 (99.200) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-16.953384, -11.69459, 4.811727, 8.891489, -29.519567, -8.20971, 30.167171, -14.602428, 21.33186, -6.9789505], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:14:11 Epoch 59, Val iteration 0, acc 92.200 (92.200) |
2020-02-04 23:14:32 Epoch 59, Val iteration 19, acc 92.600 (92.570) |
* Prec: 92.5700023651123 |
-------- |
GoogLeNet |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:14:42, Epoch 0, Iteration 7, loss 0.171 (0.467), acc 94.231 (89.400) |
2020-02-04 23:14:42, Epoch 30, Iteration 7, loss 0.134 (0.053), acc 94.231 (98.400) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-22.044226, -8.753549, -8.173828, 1.3753657, -5.9044623, -4.6955943, 9.738719, -1.7592102, 8.83665, -10.891005], Poisons' Predictions:[8, 8, 8, 8, 6] |
2020-02-04 23:14:58 Epoch 59, Val iteration 0, acc 91.600 (91.600) |
2020-02-04 23:15:46 Epoch 59, Val iteration 19, acc 91.400 (91.920) |
* Prec: 91.92000198364258 |
-------- |
MobileNetV2 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:15:51, Epoch 0, Iteration 7, loss 0.673 (2.285), acc 90.385 (70.600) |
2020-02-04 23:15:51, Epoch 30, Iteration 7, loss 0.691 (0.294), acc 86.538 (94.800) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-8.248959, -34.34011, -13.837962, 18.731047, -16.486353, -11.951929, 8.475235, -14.163514, 20.314594, -30.705221], Poisons' Predictions:[8, 8, 8, 6, 8] |
2020-02-04 23:15:55 Epoch 59, Val iteration 0, acc 89.400 (89.400) |
2020-02-04 23:16:03 Epoch 59, Val iteration 19, acc 88.400 (87.340) |
* Prec: 87.34000167846679 |
-------- |
ResNet18 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:16:06, Epoch 0, Iteration 7, loss 1.569 (0.739), acc 90.385 (87.400) |
2020-02-04 23:16:07, Epoch 30, Iteration 7, loss 0.004 (0.033), acc 100.000 (99.000) |
Target Label: 6, Poison label: 8, Prediction:8, Target's Score:[-36.44384, -12.461655, -15.585917, 2.4523072, -33.535263, -4.06285, 12.079451, -17.28633, 13.493142, -23.241104], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:16:08 Epoch 59, Val iteration 0, acc 93.800 (93.800) |
2020-02-04 23:16:14 Epoch 59, Val iteration 19, acc 93.600 (92.530) |
* Prec: 92.53000183105469 |
-------- |
DenseNet121 |
Using Adam for retraining |
Files already downloaded and verified |
2020-02-04 23:16:23, Epoch 0, Iteration 7, loss 0.204 (0.378), acc 96.154 (92.200) |
2020-02-04 23:16:23, Epoch 30, Iteration 7, loss 0.002 (0.002), acc 100.000 (100.000) |
Target Label: 6, Poison label: 8, Prediction:6, Target's Score:[-7.4416633, -14.644759, -15.98218, -3.861211, -2.4648464, -5.775787, 9.608805, -42.125645, 5.5765233, -14.021017], Poisons' Predictions:[8, 8, 8, 8, 8] |
2020-02-04 23:16:35 Epoch 59, Val iteration 0, acc 93.000 (93.000) |
2020-02-04 23:17:09 Epoch 59, Val iteration 19, acc 93.400 (92.860) |
* Prec: 92.86000175476075 |
-------- |
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